Package: mitml 0.4-5

mitml: Tools for Multiple Imputation in Multilevel Modeling

Provides tools for multiple imputation of missing data in multilevel modeling. Includes a user-friendly interface to the packages 'pan' and 'jomo', and several functions for visualization, data management and the analysis of multiply imputed data sets.

Authors:Simon Grund [aut,cre], Alexander Robitzsch [aut], Oliver Luedtke [aut]

mitml_0.4-5.tar.gz
mitml_0.4-5.zip(r-4.7)mitml_0.4-5.zip(r-4.6)mitml_0.4-5.zip(r-4.5)
mitml_0.4-5.tgz(r-4.6-any)mitml_0.4-5.tgz(r-4.5-any)
mitml_0.4-5.tar.gz(r-4.7-any)mitml_0.4-5.tar.gz(r-4.6-any)
mitml_0.4-5.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
mitml/json (API)

# Install 'mitml' in R:
install.packages('mitml', repos = c('https://simongrund1.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/simongrund1/mitml/issues

Datasets:
  • justice - Example data set on employees' justice perceptions and satisfaction
  • leadership - Example data set on leadership style and job satisfaction
  • studentratings - Example data set on student ratings and achievement

On CRAN:

Conda:

imputationmissing-datamixed-effectsmultilevel-datamultilevel-models

12.84 score 31 stars 191 packages 406 scripts 63k downloads 11 mentions 31 exports 45 dependencies

Last updated from:1b347258e4. Checks:9 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-x86_64OK184
source / vignettesOK235
linux-release-x86_64OK184
macos-release-arm64OK174
macos-oldrel-arm64OK162
windows-develOK139
windows-releaseOK124
windows-oldrelOK124
wasm-releaseOK132

Exports:amelia2mitml.listanova.mitml.resultas.mitml.listc.mitml.listcbind.mitml.listclusterMeansconfint.mitml.testEstimatesis.mitml.listjomo2mitml.listjomoImputelong2mitml.listmids2mitml.listmitml.list2midsmitmlCompletemultilevelR2panImputeplot.mitmlrbind.mitml.listread.mitmlsort.mitml.listsubset.mitml.listsummary.mitmltestConstraintstestEstimatestestModelswith.mitml.listwithin.mitml.listwrite.mitmlwrite.mitmlMpluswrite.mitmlSAVwrite.mitmlSPSS

Dependencies:bitbit64bootclicliprcpp11crayonforcatsgluehavenhmsjomolatticelifecyclelme4magrittrMASSMatrixminqanlmenloptrnumDerivordinalpanpillarpkgconfigprettyunitsprogressR6rbibutilsRcppRcppEigenRdpackreadrreformulasrlangsurvivaltibbletidyselecttzdbucminfutf8vctrsvroomwithr

Analysis of Multiply Imputed Data Sets
Example data (studentratings) | Generating imputations | Transforming the imputed data sets | Fitting the analysis model | Pooling | Parameter estimates | Multiple parameters and model comparisons | Constraints on parameters | References
Rendered fromAnalysis.Rmdusingknitr::rmarkdown

Last update: 2023-01-05
Started: 2017-10-19

Imputation of Missing Data at Level 2
Example data | Specifying the imputation model | Generating imputations | Completing the data | References
Rendered fromLevel2.Rmdusingknitr::rmarkdown

Last update: 2023-01-05
Started: 2017-10-19

Introduction
Example data | Model of interest | Generating imputations | Assessing convergence | Completing the data | Analysis and pooling | References
Rendered fromIntroduction.Rmdusingknitr::rmarkdown

Last update: 2023-01-05
Started: 2017-03-14

Readme and manuals

Help Manual

Help pageTopics
mitml: Tools for multiple imputation in multilevel modelingmitml-package
Convert objects of class 'amelia' to 'mitml.list'amelia2mitml.list
Compare several nested modelsanova.mitml.result
Convert a list of data sets to 'mitml.list'as.mitml.list
Concatenate lists of imputed data setsc.mitml.list cbind.mitml.list rbind.mitml.list
Calculate cluster meansclusterMeans
Summarize and extract pooled parameter estimatescoef.mitml.testEstimates confint.mitml.testEstimates vcov.mitml.testEstimates
Check if an object is of class 'mitml.list'is.mitml.list
Impute single-level and multilevel missing data using 'jomo'jomoImpute
Example data set on employees' justice perceptions and satisfactionjustice
Example data set on leadership style and job satisfactionleadership
Convert imputations from long format to 'mitml.list'jomo2mitml.list long2mitml.list
Convert objects of class 'mids' to 'mitml.list'mids2mitml.list
Convert objects of class 'mitml.list' to 'mids'mitml.list2mids
Extract imputed data setsmitmlComplete
Calculate R-squared measures for multilevel modelsmultilevelR2
Impute multilevel missing data using 'pan'panImpute
Print diagnostic plotsplot.mitml
Read 'mitml' objects from fileread.mitml
Sort a list of imputed data setssort.mitml.list
Example data set on student ratings and achievementstudentratings
Subset a list of imputed data setssubset.mitml.list
Summary measures for imputation modelssummary.mitml
Test functions and constraints of model parameterstestConstraints
Compute final estimates and inferencestestEstimates
Test multiple parameters and compare nested modelstestModels
Evaluate an expression in a list of imputed data setswith.mitml.list within.mitml.list
Write 'mitml' objects to filewrite.mitml
Write 'mitml' objects to Mplus formatwrite.mitmlMplus
Write 'mitml' objects to native SPSS formatwrite.mitmlSAV
Write 'mitml' objects to SPSS compatible formatwrite.mitmlSPSS